{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 腐蚀与膨胀"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv.imread(\"./image/letter.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x124f64150>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建核结构\n",
    "kenel = np.ones((5,5),np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 腐蚀\n",
    "img2 = cv.erode(img,kenel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1251a7d50>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img2[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 膨胀\n",
    "img1 = cv.dilate(img,kenel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1252d23d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img1[:,:,::-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 开闭运算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "open = cv.imread(\"./image/letteropen.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12546d1d0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(open[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "kenel = np.ones((10,10),np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "cvopen = cv.morphologyEx(open,cv.MORPH_OPEN,kenel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1256044d0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(cvopen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "close = cv.imread(\"./image/letterclose.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12587fdd0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(close)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "cvclose = cv.morphologyEx(close,cv.MORPH_CLOSE,kenel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x125a5dcd0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(cvclose)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 黑帽和礼帽"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "top = cv.morphologyEx(open,cv.MORPH_TOPHAT,kenel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x125c8da10>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(top)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "black = cv.morphologyEx(close,cv.MORPH_BLACKHAT,kenel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x125da5710>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(black)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[ 0,  0,  1],\n",
       "        [96, 95, 95],\n",
       "        [15, 17, 16],\n",
       "        ...,\n",
       "        [ 0,  1,  0],\n",
       "        [ 1,  1,  1],\n",
       "        [ 1,  1,  1]],\n",
       "\n",
       "       [[ 1,  1,  1],\n",
       "        [95, 95, 95],\n",
       "        [16, 17, 16],\n",
       "        ...,\n",
       "        [ 1,  0,  1],\n",
       "        [ 1,  1,  1],\n",
       "        [ 1,  1,  0]],\n",
       "\n",
       "       [[ 1,  0,  1],\n",
       "        [95, 96, 95],\n",
       "        [16, 17, 16],\n",
       "        ...,\n",
       "        [ 1,  1,  1],\n",
       "        [ 1,  1,  1],\n",
       "        [ 1,  0,  1]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[ 0,  1,  1],\n",
       "        [95, 96, 95],\n",
       "        [16, 15, 16],\n",
       "        ...,\n",
       "        [ 1,  0,  0],\n",
       "        [ 1,  1,  1],\n",
       "        [ 1,  1,  0]],\n",
       "\n",
       "       [[ 1,  1,  1],\n",
       "        [96, 95, 95],\n",
       "        [16, 16, 16],\n",
       "        ...,\n",
       "        [ 0,  1,  1],\n",
       "        [ 1,  1,  1],\n",
       "        [ 0,  1,  1]],\n",
       "\n",
       "       [[ 1,  1,  0],\n",
       "        [96, 96, 95],\n",
       "        [16, 16, 16],\n",
       "        ...,\n",
       "        [ 1,  1,  0],\n",
       "        [ 1,  0,  1],\n",
       "        [ 1,  0,  1]]], dtype=uint8)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "black"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
